ACS data manipulation

R Markdown

pop.estimates <- read.csv("nst-est2017-popchg2010_2017.csv", stringsAsFactors = FALSE)
pop.change <- pop.estimates[c("STATE", "NAME", "POPESTIMATE2010", "POPESTIMATE2017")]
pop.change$difference = pop.change$POPESTIMATE2017 - pop.change$POPESTIMATE2010
pop.change$percentagegrowth = pop.change$POPESTIMATE2017 / pop.change$POPESTIMATE2010
pop.change <- pop.change[!(pop.change$STATE == 0),]
head(pop.change)

##    STATE       NAME POPESTIMATE2010 POPESTIMATE2017 difference
## 6      1    Alabama         4785579         4874747      89168
## 7      2     Alaska          714015          739795      25780
## 8      4    Arizona         6407002         7016270     609268
## 9      5   Arkansas         2921737         3004279      82542
## 10     6 California        37327690        39536653    2208963
## 11     8   Colorado         5048029         5607154     559125
##    percentagegrowth
## 6          1.018633
## 7          1.036106
## 8          1.095094
## 9          1.028251
## 10         1.059178
## 11         1.110761

min(pop.change$percentagegrowth)

## [1] 0.896723

max(pop.change$percentagegrowth)

## [1] 1.146985

arrange(pop.change, desc(percentagegrowth))

##    STATE                 NAME POPESTIMATE2010 POPESTIMATE2017 difference
## 1     11 District of Columbia          605040          693972      88932
## 2     48                Texas        25241648        28304596    3062948
## 3     38         North Dakota          674518          755393      80875
## 4     49                 Utah         2775260         3101833     326573
## 5     12              Florida        18846461        20984400    2137939
## 6      8             Colorado         5048029         5607154     559125
## 7     32               Nevada         2702797         2998039     295242
## 8     53           Washington         6741386         7405743     664357
## 9      4              Arizona         6407002         7016270     609268
## 10    16                Idaho         1570912         1716943     146031
## 11    45       South Carolina         4635834         5024369     388535
## 12    41               Oregon         3837073         4142776     305703
## 13    13              Georgia         9712696        10429379     716683
## 14    37       North Carolina         9574247        10273419     699172
## 15    10             Delaware          899712          961939      62227
## 16    46         South Dakota          816227          869666      53439
## 17    30              Montana          990507         1050493      59986
## 18     6           California        37327690        39536653    2208963
## 19    47            Tennessee         6355882         6715984     360102
## 20    51             Virginia         8025206         8470020     444814
## 21    27            Minnesota         5310711         5576606     265895
## 22    31             Nebraska         1829956         1920076      90120
## 23    15               Hawaii         1363817         1427538      63721
## 24    24             Maryland         5788099         6052177     264078
## 25    40             Oklahoma         3759529         3930864     171335
## 26    25        Massachusetts         6564943         6859819     294876
## 27     2               Alaska          714015          739795      25780
## 28    19                 Iowa         3050223         3145711      95488
## 29    22            Louisiana         4544871         4684333     139462
## 30     5             Arkansas         2921737         3004279      82542
## 31    18              Indiana         6490029         6666818     176789
## 32    56              Wyoming          564376          579315      14939
## 33    21             Kentucky         4347948         4454189     106241
## 34    34           New Jersey         8803708         9005644     201936
## 35    36             New York        19405185        19849399     444214
## 36    33        New Hampshire         1316700         1342795      26095
## 37    29             Missouri         5995681         6113532     117851
## 38    20               Kansas         2858403         2913123      54720
## 39     1              Alabama         4785579         4874747      89168
## 40    55            Wisconsin         5690403         5795483     105080
## 41    35           New Mexico         2064607         2088070      23463
## 42    39                 Ohio        11539282        11658609     119327
## 43    26             Michigan         9876731         9962311      85580
## 44    42         Pennsylvania        12711063        12805537      94474
## 45    23                Maine         1327568         1335907       8339
## 46    44         Rhode Island         1053169         1059639       6470
## 47    28          Mississippi         2970437         2984100      13663
## 48     9          Connecticut         3580171         3588184       8013
## 49    17             Illinois        12841196        12802023     -39173
## 50    50              Vermont          625842          623657      -2185
## 51    54        West Virginia         1854315         1815857     -38458
## 52    72          Puerto Rico         3721525         3337177    -384348
##    percentagegrowth
## 1         1.1469853
## 2         1.1213450
## 3         1.1199004
## 4         1.1176729
## 5         1.1134398
## 6         1.1107611
## 7         1.1092357
## 8         1.0985490
## 9         1.0950941
## 10        1.0929594
## 11        1.0838112
## 12        1.0796709
## 13        1.0737883
## 14        1.0730263
## 15        1.0691632
## 16        1.0654708
## 17        1.0605609
## 18        1.0591776
## 19        1.0566565
## 20        1.0554271
## 21        1.0500677
## 22        1.0492471
## 23        1.0467225
## 24        1.0456243
## 25        1.0455735
## 26        1.0449168
## 27        1.0361057
## 28        1.0313053
## 29        1.0306856
## 30        1.0282510
## 31        1.0272401
## 32        1.0264699
## 33        1.0244347
## 34        1.0229376
## 35        1.0228915
## 36        1.0198185
## 37        1.0196560
## 38        1.0191436
## 39        1.0186326
## 40        1.0184662
## 41        1.0113644
## 42        1.0103409
## 43        1.0086648
## 44        1.0074324
## 45        1.0062814
## 46        1.0061434
## 47        1.0045997
## 48        1.0022382
## 49        0.9969494
## 50        0.9965087
## 51        0.9792603
## 52        0.8967230

With our data loaded, we are ready to begin with the visualization. We’ll start by loading the data from JSON. In this case, we’ll use the geojsonio package to load the data into sp objects, which will let us easily manipulate the geographic features, and their properties, in R.

u <- "eric.clst.org/assets/wiki/uploads/Stuff/gz_2010_us_040_00_500k.json"
downloader::download(url = u, destfile="us-states.geojson")

states <- geojsonio::geojson_read("us-states.geojson", what= "sp")
class(states)

## [1] "SpatialPolygonsDataFrame"
## attr(,"package")
## [1] "sp"

names(states)

## [1] "GEO_ID"     "STATE"      "NAME"       "LSAD"       "CENSUSAREA"

head(states)

## An object of class "SpatialPolygonsDataFrame"
## Slot "data":
##        GEO_ID STATE          NAME LSAD CENSUSAREA
## 0 0400000US23    23         Maine       30842.923
## 1 0400000US25    25 Massachusetts        7800.058
## 2 0400000US26    26      Michigan       56538.901
## 3 0400000US30    30       Montana      145545.801
## 4 0400000US32    32        Nevada      109781.180
## 5 0400000US34    34    New Jersey        7354.220
## 
## Slot "polygons":
## [[1]]
## An object of class "Polygons"
## Slot "Polygons":
## [[1]]
## An object of class "Polygon"
## Slot "labpt":
## [1] -67.59030  44.48604
## 
## Slot "area":
## [1] 0.001757525
## 
## Slot "hole":
## [1] FALSE
## 
## Slot "ringDir":
## [1] 1
## 
## Slot "coords":
##            [,1]     [,2]
##  [1,] -67.61976 44.51975
##  [2,] -67.61541 44.52197
##  [3,] -67.58774 44.51620
##  [4,] -67.58211 44.51346
##  [5,] -67.58926 44.50084
##  [6,] -67.59063 44.49415
##  [7,] -67.58029 44.48807
##  [8,] -67.56265 44.47210
##  [9,] -67.56919 44.45553
## [10,] -67.57177 44.45340
## [11,] -67.57421 44.45173
## [12,] -67.58835 44.44975
## [13,] -67.59275 44.45857
## [14,] -67.60492 44.50206
## [15,] -67.60720 44.50358
## [16,] -67.61495 44.50358
## [17,] -67.61921 44.50601
## [18,] -67.61976 44.51975
## 
## 
## [[2]]
## An object of class "Polygon"
## Slot "labpt":
## [1] -68.50669  44.34569
## 
## Slot "area":
## [1] 0.00215381
## 
## Slot "hole":
## [1] FALSE
## 
## Slot "ringDir":
## [1] 1
## 
## Slot "coords":
##            [,1]     [,2]
##  [1,] -68.49864 44.36969
##  [2,] -68.47879 44.31956
##  [3,] -68.48964 44.31370
##  [4,] -68.51517 44.32480
##  [5,] -68.52386 44.32240
##  [6,] -68.53348 44.32996
##  [7,] -68.53039 44.33358
##  [8,] -68.52863 44.34461
##  [9,] -68.52067 44.35836
## [10,] -68.52193 44.36759
## [11,] -68.51857 44.38102
## [12,] -68.51270 44.38480
## [13,] -68.50766 44.38522
## [14,] -68.50136 44.38228
## [15,] -68.49864 44.36969
## 
## 
## [[3]]
## An object of class "Polygon"
## Slot "labpt":
## [1] -68.25167  44.25023
## 
## Slot "area":
## [1] 0.001062513
## 
## Slot "hole":
## [1] FALSE
## 
## Slot "ringDir":
## [1] 1
## 
## Slot "coords":
##            [,1]     [,2]
##  [1,] -68.23638 44.26625
##  [2,] -68.21464 44.26316
##  [3,] -68.21133 44.25707
##  [4,] -68.21247 44.25541
##  [5,] -68.22138 44.25725
##  [6,] -68.23147 44.25602
##  [7,] -68.23713 44.25343
##  [8,] -68.24031 44.25162
##  [9,] -68.24155 44.24754
## [10,] -68.24081 44.23972
## [11,] -68.24891 44.23544
## [12,] -68.26667 44.23403
## [13,] -68.27443 44.23710
## [14,] -68.27686 44.24079
## [15,] -68.27472 44.25867
## [16,] -68.26213 44.26077
## [17,] -68.25415 44.25784
## [18,] -68.24660 44.25784
## [19,] -68.24114 44.26035
## [20,] -68.23638 44.26625
## 
## 
## [[4]]
## An object of class "Polygon"
## Slot "labpt":
## [1] -68.91272  44.30526
## 
## Slot "area":
## [1] 0.006122039
## 
## Slot "hole":
## [1] FALSE
## 
## Slot "ringDir":
## [1] 1
## 
## Slot "coords":
##            [,1]     [,2]
##  [1,] -68.94283 44.28107
##  [2,] -68.91930 44.30987
##  [3,] -68.91933 44.33539
##  [4,] -68.91163 44.36503
##  [5,] -68.90353 44.37861
##  [6,] -68.87894 44.38658
##  [7,] -68.86844 44.38144
##  [8,] -68.86065 44.36442
##  [9,] -68.86434 44.35500
## [10,] -68.87169 44.34466
## [11,] -68.88307 44.33819
## [12,] -68.88871 44.33820
## [13,] -68.89285 44.33465
## [14,] -68.89659 44.32199
## [15,] -68.88746 44.30309
## [16,] -68.89945 44.28377
## [17,] -68.90426 44.27989
## [18,] -68.91687 44.24287
## [19,] -68.92648 44.23304
## [20,] -68.94598 44.22082
## [21,] -68.95189 44.21872
## [22,] -68.94709 44.22679
## [23,] -68.95533 44.24387
## [24,] -68.95947 44.24744
## [25,] -68.96590 44.24975
## [26,] -68.96707 44.25197
## [27,] -68.96526 44.25933
## [28,] -68.95369 44.27235
## [29,] -68.94283 44.28107
## 
## 
## [[5]]
## An object of class "Polygon"
## Slot "labpt":
## [1] -68.80355  44.22406
## 
## Slot "area":
## [1] 0.001774571
## 
## Slot "hole":
## [1] FALSE
## 
## Slot "ringDir":
## [1] 1
## 
## Slot "coords":
##            [,1]     [,2]
##  [1,] -68.79214 44.23782
##  [2,] -68.76983 44.22279
##  [3,] -68.76905 44.21335
##  [4,] -68.78006 44.20313
##  [5,] -68.78988 44.20392
##  [6,] -68.80128 44.20863
##  [7,] -68.80915 44.21256
##  [8,] -68.81544 44.21414
##  [9,] -68.82291 44.21650
## [10,] -68.82959 44.21689
## [11,] -68.83785 44.22711
## [12,] -68.83942 44.23655
## [13,] -68.83352 44.24087
## [14,] -68.82763 44.24284
## [15,] -68.82563 44.24256
## [16,] -68.79214 44.23782
## 
## 
## [[6]]
## An object of class "Polygon"
## Slot "labpt":
## [1] -68.47259  44.21155
## 
## Slot "area":
## [1] 0.0006179877
## 
## Slot "hole":
## [1] FALSE
## 
## Slot "ringDir":
## [1] 1
## 
## Slot "coords":
##            [,1]     [,2]
##  [1,] -68.47283 44.21977
##  [2,] -68.46021 44.21250
##  [3,] -68.45384 44.20168
##  [4,] -68.45422 44.19953
##  [5,] -68.45918 44.19768
##  [6,] -68.48452 44.20289
##  [7,] -68.48723 44.20952
##  [8,] -68.48273 44.22706
##  [9,] -68.48056 44.22859
## [10,] -68.47032 44.22832
## [11,] -68.46857 44.22400
## [12,] -68.47283 44.21977
## 
## 
## [[7]]
## An object of class "Polygon"
## Slot "labpt":
## [1] -68.34821  44.18927
## 
## Slot "area":
## [1] 0.001175379
## 
## Slot "hole":
## [1] FALSE
## 
## Slot "ringDir":
## [1] 1
## 
## Slot "coords":
##            [,1]     [,2]
##  [1,] -68.35528 44.19910
##  [2,] -68.33323 44.20731
##  [3,] -68.32423 44.20573
##  [4,] -68.31606 44.20024
##  [5,] -68.31479 44.19716
##  [6,] -68.31848 44.19661
##  [7,] -68.32118 44.19903
##  [8,] -68.33264 44.19213
##  [9,] -68.33903 44.17184
## [10,] -68.34742 44.16946
## [11,] -68.37887 44.18422
## [12,] -68.37123 44.19300
## [13,] -68.36447 44.19753
## [14,] -68.35528 44.19910
## 
## 
## [[8]]
## An object of class "Polygon"
## Slot "labpt":
## [1] -68.65779  44.20760
## 
## Slot "area":
## [1] 0.01152543
## 
## Slot "hole":
## [1] FALSE
## 
## Slot "ringDir":
## [1] 1
## 
## Slot "coords":
##            [,1]     [,2]
##  [1,] -68.68077 44.27924
##  [2,] -68.67542 44.27975
##  [3,] -68.66821 44.27651
##  [4,] -68.65885 44.26859
##  [5,] -68.62355 44.25562
##  [6,] -68.61167 44.24482
##  [7,] -68.60591 44.23077
##  [8,] -68.58093 44.21343
##  [9,] -68.56427 44.19915
## [10,] -68.56309 44.19321
## [11,] -68.56725 44.18726
## [12,] -68.57796 44.18547
## [13,] -68.59937 44.19321
## [14,] -68.61275 44.20772
## [15,] -68.62499 44.19764
## [16,] -68.62571 44.19476
## [17,] -68.61959 44.18935
## [18,] -68.61851 44.18647
## [19,] -68.61887 44.18107
## [20,] -68.64300 44.15766
## [21,] -68.65237 44.15370
## [22,] -68.67001 44.15154
## [23,] -68.67145 44.13857
## [24,] -68.67506 44.13713
## [25,] -68.68190 44.13821
## [26,] -68.68658 44.14722
## [27,] -68.69234 44.15370
## [28,] -68.70099 44.15838
## [29,] -68.70963 44.15874
## [30,] -68.71323 44.16054
## [31,] -68.71647 44.16270
## [32,] -68.72043 44.16918
## [33,] -68.71900 44.18323
## [34,] -68.71503 44.19115
## [35,] -68.71431 44.20376
## [36,] -68.72116 44.21240
## [37,] -68.72296 44.21961
## [38,] -68.72296 44.22357
## [39,] -68.71864 44.22861
## [40,] -68.71179 44.22897
## [41,] -68.70063 44.23401
## [42,] -68.69414 44.24878
## [43,] -68.68046 44.26210
## [44,] -68.67758 44.26895
## [45,] -68.67758 44.27543
## [46,] -68.68077 44.27924
## 
## 
## [[9]]
## An object of class "Polygon"
## Slot "labpt":
## [1] -68.44005  44.15776
## 
## Slot "area":
## [1] 0.004867239
## 
## Slot "hole":
## [1] FALSE
## 
## Slot "ringDir":
## [1] 1
## 
## Slot "coords":
##            [,1]     [,2]
##  [1,] -68.45324 44.19000
##  [2,] -68.43779 44.18822
##  [3,] -68.42444 44.19075
##  [4,] -68.41643 44.18705
##  [5,] -68.40821 44.17630
##  [6,] -68.38490 44.15496
##  [7,] -68.39663 44.14069
##  [8,] -68.42753 44.11927
##  [9,] -68.43852 44.11618
## [10,] -68.44865 44.12558
## [11,] -68.44751 44.13349
## [12,] -68.45681 44.14527
## [13,] -68.47993 44.14780
## [14,] -68.48470 44.14650
## [15,] -68.49664 44.14686
## [16,] -68.50210 44.15239
## [17,] -68.50082 44.16003
## [18,] -68.49551 44.16243
## [19,] -68.47437 44.18187
## [20,] -68.45324 44.19000
## 
## 
## [[10]]
## An object of class "Polygon"
## Slot "labpt":
## [1] -68.35351  44.11312
## 
## Slot "area":
## [1] 0.0008652864
## 
## Slot "hole":
## [1] FALSE
## 
## Slot "ringDir":
## [1] 1
## 
## Slot "coords":
##            [,1]     [,2]
##  [1,] -68.35839 44.12508
##  [2,] -68.35301 44.12788
##  [3,] -68.34672 44.12775
##  [4,] -68.33072 44.11060
##  [5,] -68.33103 44.10758
##  [6,] -68.33801 44.10147
##  [7,] -68.36518 44.10146
##  [8,] -68.37659 44.11221
##  [9,] -68.37659 44.11376
## [10,] -68.37538 44.11646
## [11,] -68.36551 44.12408
## [12,] -68.35839 44.12508
## 
## 
## [[11]]
## An object of class "Polygon"
## Slot "labpt":
## [1] -68.50555  44.11296
## 
## Slot "area":
## [1] 0.0005109058
## 
## Slot "hole":
## [1] FALSE
## 
## Slot "ringDir":
## [1] 1
## 
## Slot "coords":
##            [,1]     [,2]
##  [1,] -68.49947 44.12419
##  [2,] -68.49289 44.11692
##  [3,] -68.49152 44.10983
##  [4,] -68.50294 44.09972
##  [5,] -68.51706 44.10341
##  [6,] -68.51870 44.11322
##  [7,] -68.51127 44.12508
##  [8,] -68.50698 44.12724
##  [9,] -68.49947 44.12419
## 
## 
## [[12]]
## An object of class "Polygon"
## Slot "labpt":
## [1] -68.85349  44.10144
## 
## Slot "area":
## [1] 0.01620922
## 
## Slot "hole":
## [1] FALSE
## 
## Slot "ringDir":
## [1] 1
## 
## Slot "coords":
##            [,1]     [,2]
##  [1,] -68.78560 44.05350
##  [2,] -68.79059 44.05383
##  [3,] -68.80732 44.03580
##  [4,] -68.81844 44.03205
##  [5,] -68.82846 44.03212
##  [6,] -68.86284 44.02504
##  [7,] -68.87414 44.02536
##  [8,] -68.88972 44.03252
##  [9,] -68.90000 44.06696
## [10,] -68.90510 44.07734
## [11,] -68.91341 44.08519
## [12,] -68.90781 44.10552
## [13,] -68.90898 44.11000
## [14,] -68.94311 44.10973
## [15,] -68.94460 44.11284
## [16,] -68.93533 44.13038
## [17,] -68.91729 44.14824
## [18,] -68.88860 44.15955
## [19,] -68.87868 44.16661
## [20,] -68.84725 44.18302
## [21,] -68.82507 44.18634
## [22,] -68.81916 44.18046
## [23,] -68.82221 44.17882
## [24,] -68.82284 44.17369
## [25,] -68.81842 44.16098
## [26,] -68.79222 44.14600
## [27,] -68.78689 44.14396
## [28,] -68.78238 44.14531
## [29,] -68.78069 44.14327
## [30,] -68.79206 44.13676
## [31,] -68.80216 44.13786
## [32,] -68.81804 44.13685
## [33,] -68.81966 44.13543
## [34,] -68.82052 44.13020
## [35,] -68.81953 44.12206
## [36,] -68.81556 44.11584
## [37,] -68.80683 44.11634
## [38,] -68.79053 44.09292
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## 
## 
## 
## Slot "plotOrder":
## [1] 1
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## Slot "labpt":
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## Slot "ID":
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## 
## Slot "area":
## [1] 29.93738
## 
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## [491,] -73.96318 40.82690
## [492,] -73.96808 40.82070
## [493,] -74.00918 40.76360
## [494,] -74.01378 40.75660
## [495,] -74.02112 40.72742
## [496,] -74.02454 40.70944
## [497,] -74.03854 40.71074
## [498,] -74.05118 40.69580
## [499,] -74.06834 40.66036
## [500,] -74.08745 40.65374
## [501,] -74.09409 40.64970
## [502,] -74.14339 40.64190
## [503,] -74.18108 40.64648
## [504,] -74.18603 40.64608
## [505,] -74.18911 40.64383
## [506,] -74.20222 40.63105
## [507,] -74.20899 40.57630
## [508,] -74.21479 40.56060
## [509,] -74.21819 40.55720
## [510,] -74.23159 40.55920
## [511,] -74.24864 40.54960
## [512,] -74.25144 40.54230
## [513,] -74.24624 40.52096
## [514,] -74.26829 40.49921
## [515,] -74.27269 40.48841
## [516,] -74.26759 40.47181
## [517,] -74.26189 40.46471
## [518,] -74.23669 40.45781
## [519,] -74.20979 40.44741
## [520,] -74.20619 40.44071
## [521,] -74.20642 40.43879
## [522,] -74.20865 40.43752
## [523,] -74.20721 40.43543
## [524,] -74.20213 40.43894
## [525,] -74.19391 40.44100
## [526,] -74.19131 40.44299
## [527,] -74.18779 40.44741
## [528,] -74.17479 40.45561
## [529,] -74.17489 40.45449
## [530,] -74.17507 40.44914
## [531,] -74.17684 40.44774
## [532,] -74.17535 40.44661
## [533,] -74.16998 40.45064
## [534,] -74.16701 40.44874
## [535,] -74.16619 40.44713
## [536,] -74.16403 40.44831
## [537,] -74.16331 40.44842
## [538,] -74.15779 40.44661
## [539,] -74.15361 40.44765
## [540,] -74.15269 40.44734
## [541,] -74.15195 40.44806
## [542,] -74.14289 40.45041
## [543,] -74.13989 40.45341
## [544,] -74.13841 40.45447
## [545,] -74.13582 40.45520
## [546,] -74.13373 40.45467
## [547,] -74.13114 40.45325
## [548,] -74.12747 40.45106
## [549,] -74.12469 40.44958
## [550,] -74.12233 40.44826
## [551,] -74.11686 40.44607
## [552,] -74.08809 40.43841
## [553,] -74.07618 40.43371
## [554,] -74.05898 40.42271
## [555,] -74.04788 40.41891
## [556,] -74.00638 40.41111
## [557,] -73.99850 40.41091
## [558,] -73.99549 40.41947
## [559,] -73.99168 40.44291
## [560,] -74.00608 40.46462
## [561,] -74.01778 40.47221
## [562,] -74.01792 40.47434
## [563,] -74.01403 40.47647
## [564,] -74.00710 40.47530
## [565,] -73.99568 40.46871
## [566,] -73.97828 40.44021
## [567,] -73.97698 40.40851
## [568,] -73.97138 40.37171
## [569,] -73.97138 40.34801
## [570,] -73.97744 40.29937
## [571,] -73.98168 40.27941
## [572,] -73.99329 40.23767
## [573,] -74.03018 40.12281
## [574,] -74.03408 40.10312
## [575,] -74.03132 40.10054
## [576,] -74.03355 40.09952
## [577,] -74.03942 40.08144
## [578,] -74.06413 39.97916
## [579,] -74.07725 39.91099
## [580,] -74.09095 39.79998
## [581,] -74.09707 39.76785
## [582,] -74.09691 39.76303
## [583,] -74.09892 39.75954
## [584,] -74.10144 39.75617
## [585,] -74.11365 39.74072
## [586,] -74.14173 39.68944
## [587,] -74.19097 39.62512
## [588,] -74.24051 39.55491
## [589,] -74.24904 39.54799
## [590,] -74.27737 39.51406
## [591,] -74.29203 39.50238
## [592,] -74.30253 39.50017
## [593,] -74.30496 39.50702
## [594,] -74.31104 39.50671
## [595,] -74.31369 39.49387
## [596,] -74.30834 39.48394
## [597,] -74.30478 39.48295
## [598,] -74.30218 39.47893
## [599,] -74.30434 39.47145
## [600,] -74.33480 39.43200
## [601,] -74.36699 39.40202
## [602,] -74.40669 39.37752
## [603,] -74.40679 39.37392
## [604,] -74.40824 39.36507
## [605,] -74.41269 39.36082
## [606,] -74.45989 39.34502
## [607,] -74.52180 39.31382
## [608,] -74.55115 39.29354
## [609,] -74.55344 39.28692
## [610,] -74.56096 39.27868
## [611,] -74.58101 39.27082
## [612,] -74.59792 39.25885
## [613,] -74.61448 39.24466
## [614,] -74.63631 39.22083
## [615,] -74.64660 39.21200
## [616,] -74.65144 39.19858
## [617,] -74.67143 39.17980
## [618,] -74.71434 39.11980
## [619,] -74.71532 39.11689
## [620,] -74.71413 39.11463
## [621,] -74.70441 39.10786
## [622,] -74.70588 39.10294
## [623,] -74.73832 39.07473
## [624,] -74.77878 39.02307
## [625,] -74.78636 39.00011
## [626,] -74.79272 38.99199
## [627,] -74.80792 38.98595
## [628,] -74.81935 38.97940
## [629,] -74.85075 38.95454
## [630,] -74.86446 38.94041
## [631,] -74.86520 38.94144
## [632,] -74.87050 38.94354
## [633,] -74.88231 38.94176
## [634,] -74.90705 38.93199
## [635,] -74.92041 38.92914
## [636,] -74.93357 38.92852
## [637,] -74.96346 38.93119
## [638,] -74.96727 38.93341
## [639,] -74.97200 38.94037
## [640,] -74.95536 39.00126
## [641,] -74.94947 39.01564
## [642,] -74.93832 39.03518
## [643,] -74.90366 39.08744
## [644,] -74.89778 39.09881
## [645,] -74.89255 39.11318
## [646,] -74.88591 39.14363
## [647,] -74.88717 39.15883
## [648,] -74.90518 39.17495
## [649,] -74.96238 39.19024
## [650,] -74.97627 39.19227
## [651,] -74.99800 39.19125
## [652,] -75.02618 39.19362
## [653,] -75.02889 39.19456
## [654,] -75.02782 39.19948
## [655,] -75.02359 39.20259
## [656,] -75.02344 39.20479
## [657,] -75.02638 39.20985
## [658,] -75.03567 39.21542
## [659,] -75.04166 39.21551
## [660,] -75.04780 39.21170
## [661,] -75.05233 39.21361
## [662,] -75.06251 39.21356
## [663,] -75.08639 39.20816
## [664,] -75.10102 39.21166
## [665,] -75.10729 39.21140
## [666,] -75.11475 39.20755
## [667,] -75.12707 39.18977
## [668,] -75.13655 39.17943
## [669,] -75.13914 39.18002
## [670,] -75.16598 39.20184
## [671,] -75.16480 39.21661
## [672,] -75.17044 39.23464
## [673,] -75.17751 39.24275
## [674,] -75.18303 39.24662
## [675,] -75.19186 39.24570
## [676,] -75.19676 39.25624
## [677,] -75.20586 39.26262
## [678,] -75.21251 39.26275
## [679,] -75.24164 39.27410
## [680,] -75.24406 39.27769
## [681,] -75.24288 39.28057
## [682,] -75.24436 39.28570
## [683,] -75.25181 39.29991
## [684,] -75.27163 39.30404
## [685,] -75.28262 39.29906
## [686,] -75.28533 39.29221
## [687,] -75.28890 39.28956
## [688,] -75.30601 39.30171
## [689,] -75.31520 39.31059
## [690,] -75.32675 39.33247
## [691,] -75.32746 39.33927
## [692,] -75.33374 39.34533
## [693,] -75.34197 39.34870
## [694,] -75.35556 39.34782
## [695,] -75.36502 39.34139
## [696,] -75.39003 39.35826
## [697,] -75.39433 39.36375
## [698,] -75.39518 39.37140
## [699,] -75.39930 39.37949
## [700,] -75.42210 39.38652
## [701,] -75.43180 39.39162
## [702,] -75.44239 39.40229
## [703,] -75.46521 39.43893
## [704,] -75.47628 39.43813
## [705,] -75.48357 39.44082
## [706,] -75.50567 39.45293
## [707,] -75.50838 39.45913
## [708,] -75.53643 39.46056
## [709,] -75.54289 39.47045
## [710,] -75.54437 39.47960
## [711,] -75.54269 39.49657
## [712,] -75.52809 39.49811
## [713,] -75.52714 39.50011
## [714,] -75.52937 39.50123
## [715,] -75.53014 39.50537
## [716,] -75.52998 39.51082
## [717,] -75.52665 39.52664
## [718,] -75.52679 39.53144
## [719,] -75.52768 39.53528
## [720,] -75.53158 39.53683
## [721,] -75.53401 39.54070
## [722,] -75.53234 39.54328
## [723,] -75.52600 39.54849
## [724,] -75.51903 39.55540
## [725,] -75.51476 39.56261
## [726,] -75.51193 39.56762
## [727,] -75.51273 39.57800
## [728,] -75.51523 39.58075
## [729,] -75.51963 39.58325
## [730,] -75.52160 39.58309
## [731,] -75.52568 39.58405
## [732,] -75.53113 39.58798
## [733,] -75.53448 39.59038
## [734,] -75.53721 39.59294
## [735,] -75.53954 39.59425
## [736,] -75.53995 39.59438
## [737,] -75.54397 39.59600
## [738,] -75.54541 39.59678
## [739,] -75.55350 39.60200
## [740,] -75.55587 39.60582
## [741,] -75.55673 39.60669
## [742,] -75.55750 39.60918
## [743,] -75.55688 39.61214
## [744,] -75.55845 39.61730
## [745,] -75.55961 39.62421
## [746,] -75.55910 39.62906
## [747,] -75.55945 39.62981
## [748,] -75.55625 39.63491
## [749,] -75.55065 39.63791
## [750,] -75.54720 39.64053
## [751,] -75.54205 39.64601
## [752,] -75.53924 39.64611
## [753,] -75.53514 39.64721
## [754,] -75.52674 39.65511
## [755,] -75.52684 39.65571
## 
## 
## 
## Slot "plotOrder":
## [1] 1
## 
## Slot "labpt":
## [1] -74.66099  40.18393
## 
## Slot "ID":
## [1] "5"
## 
## Slot "area":
## [1] 2.131718
## 
## 
## 
## Slot "plotOrder":
## [1] 4 5 3 1 2 6
## 
## Slot "bbox":
##          min       max
## x -120.00575 -66.94989
## y   35.00209  49.00139
## 
## Slot "proj4string":
## CRS arguments:
##  +proj=longlat +datum=WGS84 +no_defs +ellps=WGS84 +towgs84=0,0,0

min(states@data$CENSUSAREA)

## [1] 61.048

max(states@data$CENSUSAREA)

## [1] 570640.9

head(pop.change$NAME)

## [1] "Alabama"    "Alaska"     "Arizona"    "Arkansas"   "California"
## [6] "Colorado"

head(as.character(states@data$NAME))

## [1] "Maine"         "Massachusetts" "Michigan"      "Montana"      
## [5] "Nevada"        "New Jersey"

pop.change <- pop.change[order(match(pop.change$NAME, states@data$NAME)),]
states@data$percentagegrowth <- pop.change[, "percentagegrowth"]

m <- leaflet(states) %>%
  setView(-96, 37.8, 4) %>%
  #addTiles()
  addProviderTiles("Stamen.Watercolor")

m %>% addPolygons()

bins <- c(.89, .95, 1.0, 1.05, 1.10, 1.15)
pal <- colorBin("YlOrRd", domain = states$percentagegrowth, bins = bins)

m %>% addPolygons(
  fillColor = ~pal(states$percentagegrowth),
  weight = 2,
  opacity = 1,
  color = "white",
  dashArray = "3",
  fillOpacity = 0.7)

labels <- sprintf(
  "<strong>%s</strong><br/>%g",
  states$NAME, states$percentagegrowth
) %>% lapply(htmltools::HTML)

m %>% addPolygons(
  fillColor = ~pal(states$percentagegrowth),
  weight = 2,
  opacity = 1,
  color = "white",
  dashArray = "3",
  fillOpacity = 0.7,
  highlight = highlightOptions(
    weight = 5,
    color = "#666",
    dashArray = "",
    fillOpacity = 0.7,
    bringToFront = TRUE
  )
)

labels <- sprintf(
  "<strong>%s</strong><br/>%g Percent",
  states$NAME, states$percentagegrowth
) %>% lapply(htmltools::HTML)

m <- m %>% addPolygons(
  fillColor = ~pal(states$percentagegrowth),
  weight = 2,
  opacity = 1,
  color = "white",
  dashArray = "3",
  fillOpacity = 0.7,
  highlight = highlightOptions(
    weight = 5,
    color = "#666",
    dashArray = "",
    fillOpacity = 0.7,
    bringToFront = TRUE
  ),
  label = labels,
  labelOptions = labelOptions(
    style = list("font-weight" = "normal", padding = "3px 8px"),
    testsize = "15px",
    direction = "auto"
  )
)
m

m %>% addLegend(pal = pal, values = ~states$percentagegrowth, opacity = 0.7, title="Percent Growth Since 2010", position = "bottomright")